{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "^GSPC.csv contains 164 lines\n",
      "GOOG.csv contains 164 lines\n",
      "AAPL.csv contains 164 lines\n",
      "FB.csv contains 164 lines\n",
      "AMZN.csv contains 164 lines\n",
      "0700.HK.csv contains 164 lines\n",
      "BABA.csv contains 164 lines\n"
     ]
    }
   ],
   "source": [
    "import re\n",
    "from selenium import webdriver\n",
    "from selenium.webdriver.chrome.options import Options\n",
    "from time import sleep\n",
    "import pandas as pd\n",
    "import datetime\n",
    "\n",
    "# epoch timestamp: 1483228800\n",
    "start_from = datetime.datetime(2017,1,1,8,0,0).strftime('%s') \n",
    "\n",
    "gafata = ['^GSPC', 'GOOG', 'AAPL', 'FB', 'AMZN', '0700.HK', 'BABA']\n",
    "\n",
    "chrome_options = Options()\n",
    "chrome_options.add_argument('--headless')\n",
    "chrome_options.add_argument('--disable-gpu')\n",
    "driver = webdriver.Chrome('/usr/local/bin/chromedriver', options = chrome_options)\n",
    "\n",
    "# get all csv files\n",
    "driver.get(f'https://finance.yahoo.com/quote/{gafata[0]}/history')\n",
    "sleep(5)\n",
    "\n",
    "download_link = driver.find_element_by_xpath(\"// a[. // span[text() = 'Download Data']]\").get_attribute(\"href\")\n",
    "for symbol in gafata:\n",
    "    period1_changed = re.sub(r'period1=(\\d+)', 'period1=1483228800', download_link)\n",
    "    # if interval=1d, then stocks from various global exchanges would not align to each other in terms of date.\n",
    "    interval_changed = re.sub(r'interval=(.*)&', 'interval=1wk&', period1_changed)\n",
    "    dataURL = re.sub(r'download\\/.*\\?', f'download/{symbol}?', interval_changed)\n",
    "    driver.get(dataURL)\n",
    "    print(f'{symbol}.csv contains', pd.read_csv(f'{symbol}.csv').shape[0], 'lines')\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           Date        ^GSPC         GOOG        AAPL          FB  \\\n",
      "0    2017-01-01  2276.979980   806.150024  112.368469  123.410004   \n",
      "1    2017-01-08  2274.639893   807.880005  113.445343  128.339996   \n",
      "2    2017-01-15  2271.310059   805.020020  114.360237  127.040001   \n",
      "3    2017-01-22  2294.689941   823.309998  116.218582  132.179993   \n",
      "4    2017-01-29  2297.419922   801.489990  123.013496  130.979996   \n",
      "..          ...          ...          ...         ...         ...   \n",
      "159  2020-01-19  3295.469971  1466.709961  317.556335  217.940002   \n",
      "160  2020-01-26  3225.520020  1434.229980  308.777191  201.910004   \n",
      "161  2020-02-02  3327.709961  1479.229980  319.272278  212.330002   \n",
      "162  2020-02-09  3352.090088  1508.680054  321.549988  213.059998   \n",
      "163  2020-02-10  3352.090088  1508.680054  321.549988  213.059998   \n",
      "\n",
      "            AMZN     0700.HK        BABA  \n",
      "0     795.989990  193.701157   93.889999  \n",
      "1     817.140015  198.268158   96.269997  \n",
      "2     808.330017  196.282501   96.059998  \n",
      "3     835.770020  202.934464  102.070000  \n",
      "4     810.200012  203.530167  100.389999  \n",
      "..           ...         ...         ...  \n",
      "159  1861.640015  385.799988  213.750000  \n",
      "160  2008.719971  373.000000  206.589996  \n",
      "161  2079.280029  402.399994  216.529999  \n",
      "162  2133.909912  400.600006  215.770004  \n",
      "163  2133.909912  409.000000  215.770004  \n",
      "\n",
      "[164 rows x 8 columns]\n"
     ]
    }
   ],
   "source": [
    "# extract price of \"Adjusted Close\"\n",
    "\n",
    "series = pd.DataFrame()\n",
    "df = pd.read_csv(f'{gafata[0]}.csv')\n",
    "number_of_rows = df.shape[0]\n",
    "series['Date'] = df['Date'].tolist()\n",
    "\n",
    "for symbol in gafata:\n",
    "    series[f'{symbol}'] = pd.read_csv(f'{symbol}.csv')['Adj Close'].tolist()\n",
    "print(series)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           Date        ^GSPC         GOOG        AAPL          FB  \\\n",
      "0    2017-01-01  2276.979980   806.150024  112.368469  123.410004   \n",
      "1    2017-01-08  2274.639893   807.880005  113.445343  128.339996   \n",
      "2    2017-01-15  2271.310059   805.020020  114.360237  127.040001   \n",
      "3    2017-01-22  2294.689941   823.309998  116.218582  132.179993   \n",
      "4    2017-01-29  2297.419922   801.489990  123.013496  130.979996   \n",
      "..          ...          ...          ...         ...         ...   \n",
      "159  2020-01-19  3295.469971  1466.709961  317.556335  217.940002   \n",
      "160  2020-01-26  3225.520020  1434.229980  308.777191  201.910004   \n",
      "161  2020-02-02  3327.709961  1479.229980  319.272278  212.330002   \n",
      "162  2020-02-09  3352.090088  1508.680054  321.549988  213.059998   \n",
      "163  2020-02-10  3352.090088  1508.680054  321.549988  213.059998   \n",
      "\n",
      "            AMZN     0700.HK        BABA    c^GSPC     cGOOG     cAAPL  \\\n",
      "0     795.989990  193.701157   93.889999  0.000000  0.000000  0.000000   \n",
      "1     817.140015  198.268158   96.269997 -0.001028  0.002146  0.009583   \n",
      "2     808.330017  196.282501   96.059998 -0.002490 -0.001402  0.017725   \n",
      "3     835.770020  202.934464  102.070000  0.007778  0.021286  0.034263   \n",
      "4     810.200012  203.530167  100.389999  0.008977 -0.005781  0.094733   \n",
      "..           ...         ...         ...       ...       ...       ...   \n",
      "159  1861.640015  385.799988  213.750000  0.447299  0.819401  1.826027   \n",
      "160  2008.719971  373.000000  206.589996  0.416578  0.779111  1.747899   \n",
      "161  2079.280029  402.399994  216.529999  0.461458  0.834931  1.841298   \n",
      "162  2133.909912  400.600006  215.770004  0.472165  0.871463  1.861568   \n",
      "163  2133.909912  409.000000  215.770004  0.472165  0.871463  1.861568   \n",
      "\n",
      "          cFB     cAMZN  c0700.HK     cBABA  base  \n",
      "0    0.000000  0.000000  0.000000  0.000000     0  \n",
      "1    0.039948  0.026571  0.023578  0.025349     0  \n",
      "2    0.029414  0.015503  0.013326  0.023112     0  \n",
      "3    0.071064  0.049976  0.047668  0.087123     0  \n",
      "4    0.061340  0.017852  0.050743  0.069230     0  \n",
      "..        ...       ...       ...       ...   ...  \n",
      "159  0.765983  1.338773  0.991728  1.276600     0  \n",
      "160  0.636091  1.523549  0.925647  1.200341     0  \n",
      "161  0.720525  1.612194  1.077427  1.306209     0  \n",
      "162  0.726440  1.680825  1.068134  1.298115     0  \n",
      "163  0.726440  1.680825  1.111500  1.298115     0  \n",
      "\n",
      "[164 rows x 16 columns]\n"
     ]
    }
   ],
   "source": [
    "# add columns of \"price change from the start\"\n",
    "\n",
    "gspc_pc, goog_pc, aapl_pc, fb_pc, amzn_pc, hk700_pc, baba_pc, base = [], [], [], [], [], [], [], []\n",
    "for i in range(0, number_of_rows):\n",
    "    gspc_pc.append(float(series.at[i, \"^GSPC\"])/float(series.at[0, \"^GSPC\"]) - 1)\n",
    "    goog_pc.append(float(series.at[i, \"GOOG\"])/float(series.at[0, \"GOOG\"]) - 1)\n",
    "    aapl_pc.append(float(series.at[i, \"AAPL\"])/float(series.at[0, \"AAPL\"]) - 1)\n",
    "    fb_pc.append(float(series.at[i, \"FB\"])/float(series.at[0, \"FB\"]) - 1)\n",
    "    amzn_pc.append(float(series.at[i, \"AMZN\"])/float(series.at[0, \"AMZN\"]) - 1)\n",
    "    hk700_pc.append(float(series.at[i, \"0700.HK\"])/float(series.at[0, \"0700.HK\"]) - 1)\n",
    "    baba_pc.append(float(series.at[i, \"BABA\"])/float(series.at[0, \"BABA\"]) - 1)\n",
    "    base.append(0)\n",
    "\n",
    "series['c^GSPC'], series['cGOOG'], series['cAAPL'], series['cFB'], series['cAMZN'], \\\n",
    "    series['c0700.HK'], series['cBABA'], series['base'] = \\\n",
    "    gspc_pc, goog_pc, aapl_pc, fb_pc, amzn_pc, hk700_pc, baba_pc, base\n",
    "\n",
    "print(series)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           Date        ^GSPC         GOOG        AAPL          FB  \\\n",
      "0    2017-01-01  2276.979980   806.150024  112.368469  123.410004   \n",
      "1    2017-01-08  2274.639893   807.880005  113.445343  128.339996   \n",
      "2    2017-01-15  2271.310059   805.020020  114.360237  127.040001   \n",
      "3    2017-01-22  2294.689941   823.309998  116.218582  132.179993   \n",
      "4    2017-01-29  2297.419922   801.489990  123.013496  130.979996   \n",
      "..          ...          ...          ...         ...         ...   \n",
      "159  2020-01-19  3295.469971  1466.709961  317.556335  217.940002   \n",
      "160  2020-01-26  3225.520020  1434.229980  308.777191  201.910004   \n",
      "161  2020-02-02  3327.709961  1479.229980  319.272278  212.330002   \n",
      "162  2020-02-09  3352.090088  1508.680054  321.549988  213.059998   \n",
      "163  2020-02-10  3352.090088  1508.680054  321.549988  213.059998   \n",
      "\n",
      "            AMZN     0700.HK        BABA    c^GSPC     cGOOG     cAAPL  \\\n",
      "0     795.989990  193.701157   93.889999  0.000000  0.000000  0.000000   \n",
      "1     817.140015  198.268158   96.269997 -0.001028  0.002146  0.009583   \n",
      "2     808.330017  196.282501   96.059998 -0.002490 -0.001402  0.017725   \n",
      "3     835.770020  202.934464  102.070000  0.007778  0.021286  0.034263   \n",
      "4     810.200012  203.530167  100.389999  0.008977 -0.005781  0.094733   \n",
      "..           ...         ...         ...       ...       ...       ...   \n",
      "159  1861.640015  385.799988  213.750000  0.447299  0.819401  1.826027   \n",
      "160  2008.719971  373.000000  206.589996  0.416578  0.779111  1.747899   \n",
      "161  2079.280029  402.399994  216.529999  0.461458  0.834931  1.841298   \n",
      "162  2133.909912  400.600006  215.770004  0.472165  0.871463  1.861568   \n",
      "163  2133.909912  409.000000  215.770004  0.472165  0.871463  1.861568   \n",
      "\n",
      "          cFB     cAMZN  c0700.HK     cBABA  base  Total Invested  \n",
      "0    0.000000  0.000000  0.000000  0.000000     0            1000  \n",
      "1    0.039948  0.026571  0.023578  0.025349     0            2000  \n",
      "2    0.029414  0.015503  0.013326  0.023112     0            3000  \n",
      "3    0.071064  0.049976  0.047668  0.087123     0            4000  \n",
      "4    0.061340  0.017852  0.050743  0.069230     0            5000  \n",
      "..        ...       ...       ...       ...   ...             ...  \n",
      "159  0.765983  1.338773  0.991728  1.276600     0          160000  \n",
      "160  0.636091  1.523549  0.925647  1.200341     0          161000  \n",
      "161  0.720525  1.612194  1.077427  1.306209     0          162000  \n",
      "162  0.726440  1.680825  1.068134  1.298115     0          163000  \n",
      "163  0.726440  1.680825  1.111500  1.298115     0          164000  \n",
      "\n",
      "[164 rows x 17 columns]\n"
     ]
    }
   ],
   "source": [
    "# assuming you're investing regularly, this column set the amount of total invested.\n",
    "\n",
    "weekly_invested = 1000\n",
    "total_invested = []\n",
    "for i in range(0, number_of_rows):\n",
    "    total_invested.append((i+1)*weekly_invested)\n",
    "series['Total Invested'] = total_invested\n",
    "\n",
    "print(series)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           Date        ^GSPC         GOOG        AAPL          FB  \\\n",
      "0    2017-01-01  2276.979980   806.150024  112.368469  123.410004   \n",
      "1    2017-01-08  2274.639893   807.880005  113.445343  128.339996   \n",
      "2    2017-01-15  2271.310059   805.020020  114.360237  127.040001   \n",
      "3    2017-01-22  2294.689941   823.309998  116.218582  132.179993   \n",
      "4    2017-01-29  2297.419922   801.489990  123.013496  130.979996   \n",
      "..          ...          ...          ...         ...         ...   \n",
      "159  2020-01-19  3295.469971  1466.709961  317.556335  217.940002   \n",
      "160  2020-01-26  3225.520020  1434.229980  308.777191  201.910004   \n",
      "161  2020-02-02  3327.709961  1479.229980  319.272278  212.330002   \n",
      "162  2020-02-09  3352.090088  1508.680054  321.549988  213.059998   \n",
      "163  2020-02-10  3352.090088  1508.680054  321.549988  213.059998   \n",
      "\n",
      "            AMZN     0700.HK        BABA    c^GSPC     cGOOG  ...     cBABA  \\\n",
      "0     795.989990  193.701157   93.889999  0.000000  0.000000  ...  0.000000   \n",
      "1     817.140015  198.268158   96.269997 -0.001028  0.002146  ...  0.025349   \n",
      "2     808.330017  196.282501   96.059998 -0.002490 -0.001402  ...  0.023112   \n",
      "3     835.770020  202.934464  102.070000  0.007778  0.021286  ...  0.087123   \n",
      "4     810.200012  203.530167  100.389999  0.008977 -0.005781  ...  0.069230   \n",
      "..           ...         ...         ...       ...       ...  ...       ...   \n",
      "159  1861.640015  385.799988  213.750000  0.447299  0.819401  ...  1.276600   \n",
      "160  2008.719971  373.000000  206.589996  0.416578  0.779111  ...  1.200341   \n",
      "161  2079.280029  402.399994  216.529999  0.461458  0.834931  ...  1.306209   \n",
      "162  2133.909912  400.600006  215.770004  0.472165  0.871463  ...  1.298115   \n",
      "163  2133.909912  409.000000  215.770004  0.472165  0.871463  ...  1.298115   \n",
      "\n",
      "     base  Total Invested   wb^GSPC    wbGOOG    wbAAPL      wbFB    wbAMZN  \\\n",
      "0       0            1000  0.439178  1.240464  8.899294  8.103071  1.256297   \n",
      "1       0            2000  0.439630  1.237808  8.814818  7.791803  1.223780   \n",
      "2       0            3000  0.440275  1.242205  8.744298  7.871536  1.237118   \n",
      "3       0            4000  0.435789  1.214609  8.604476  7.565441  1.196501   \n",
      "4       0            5000  0.435271  1.247676  8.129189  7.634754  1.234263   \n",
      "..    ...             ...       ...       ...       ...       ...       ...   \n",
      "159     0          160000  0.303447  0.681798  3.149048  4.588419  0.537161   \n",
      "160     0          161000  0.310028  0.697238  3.238581  4.952702  0.497829   \n",
      "161     0          162000  0.300507  0.676027  3.132123  4.709650  0.480936   \n",
      "162     0          163000  0.298321  0.662831  3.109936  4.693514  0.468623   \n",
      "163     0          164000  0.298321  0.662831  3.109936  4.693514  0.468623   \n",
      "\n",
      "     wb0700.HK     wbBABA  \n",
      "0     5.162592  10.650762  \n",
      "1     5.043674  10.387452  \n",
      "2     5.094698  10.410161  \n",
      "3     4.927699   9.797198  \n",
      "4     4.913277   9.961152  \n",
      "..         ...        ...  \n",
      "159   2.592017   4.678363  \n",
      "160   2.680965   4.840505  \n",
      "161   2.485090   4.618298  \n",
      "162   2.496256   4.634564  \n",
      "163   2.444988   4.634564  \n",
      "\n",
      "[164 rows x 24 columns]\n"
     ]
    }
   ],
   "source": [
    "# weekly bought shares\n",
    "\n",
    "gspc_wb, goog_wb, aapl_wb, fb_wb, amzn_wb, hk700_wb, baba_wb = [], [], [], [], [], [], []\n",
    "for i in range(0, number_of_rows):\n",
    "    gspc_wb.append(weekly_invested / float(series.at[i, \"^GSPC\"]))\n",
    "    goog_wb.append(weekly_invested / float(series.at[i, \"GOOG\"]))\n",
    "    aapl_wb.append(weekly_invested / float(series.at[i, \"AAPL\"]))\n",
    "    fb_wb.append(weekly_invested / float(series.at[i, \"FB\"]))\n",
    "    amzn_wb.append(weekly_invested / float(series.at[i, \"AMZN\"]))\n",
    "    hk700_wb.append(weekly_invested / float(series.at[i, \"0700.HK\"]))\n",
    "    baba_wb.append(weekly_invested / float(series.at[i, \"BABA\"]))\n",
    "\n",
    "series['wb^GSPC'], series['wbGOOG'], series['wbAAPL'], series['wbFB'], series['wbAMZN'], \\\n",
    "    series['wb0700.HK'], series['wbBABA'] = \\\n",
    "    gspc_wb, goog_wb, aapl_wb, fb_wb, amzn_wb, hk700_wb, baba_wb\n",
    "print(series)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           Date        ^GSPC         GOOG        AAPL          FB  \\\n",
      "0    2017-01-01  2276.979980   806.150024  112.368469  123.410004   \n",
      "1    2017-01-08  2274.639893   807.880005  113.445343  128.339996   \n",
      "2    2017-01-15  2271.310059   805.020020  114.360237  127.040001   \n",
      "3    2017-01-22  2294.689941   823.309998  116.218582  132.179993   \n",
      "4    2017-01-29  2297.419922   801.489990  123.013496  130.979996   \n",
      "..          ...          ...          ...         ...         ...   \n",
      "159  2020-01-19  3295.469971  1466.709961  317.556335  217.940002   \n",
      "160  2020-01-26  3225.520020  1434.229980  308.777191  201.910004   \n",
      "161  2020-02-02  3327.709961  1479.229980  319.272278  212.330002   \n",
      "162  2020-02-09  3352.090088  1508.680054  321.549988  213.059998   \n",
      "163  2020-02-10  3352.090088  1508.680054  321.549988  213.059998   \n",
      "\n",
      "            AMZN     0700.HK        BABA    c^GSPC     cGOOG  ...    wbAMZN  \\\n",
      "0     795.989990  193.701157   93.889999  0.000000  0.000000  ...  1.256297   \n",
      "1     817.140015  198.268158   96.269997 -0.001028  0.002146  ...  1.223780   \n",
      "2     808.330017  196.282501   96.059998 -0.002490 -0.001402  ...  1.237118   \n",
      "3     835.770020  202.934464  102.070000  0.007778  0.021286  ...  1.196501   \n",
      "4     810.200012  203.530167  100.389999  0.008977 -0.005781  ...  1.234263   \n",
      "..           ...         ...         ...       ...       ...  ...       ...   \n",
      "159  1861.640015  385.799988  213.750000  0.447299  0.819401  ...  0.537161   \n",
      "160  2008.719971  373.000000  206.589996  0.416578  0.779111  ...  0.497829   \n",
      "161  2079.280029  402.399994  216.529999  0.461458  0.834931  ...  0.480936   \n",
      "162  2133.909912  400.600006  215.770004  0.472165  0.871463  ...  0.468623   \n",
      "163  2133.909912  409.000000  215.770004  0.472165  0.871463  ...  0.468623   \n",
      "\n",
      "     wb0700.HK     wbBABA        va^GSPC         vaGOOG         vaAAPL  \\\n",
      "0     5.162592  10.650762    1000.000000    1000.000000    1000.000000   \n",
      "1     5.043674  10.387452    1998.972285    2002.145979    2009.583418   \n",
      "2     5.094698  10.410161    2996.045999    2995.058160    3025.789952   \n",
      "3     4.927699   9.797198    4026.885999    4063.105595    4074.958804   \n",
      "4     4.913277   9.961152    5031.676765    4955.421980    5313.208094   \n",
      "..         ...        ...            ...            ...            ...   \n",
      "159   2.592017   4.678363  195508.476349  220442.715439  292573.184682   \n",
      "160   2.680965   4.840505  192358.595312  216561.058261  285484.723405   \n",
      "161   2.485090   4.618298  199452.841630  224355.817649  296188.118269   \n",
      "162   2.496256   4.634564  201914.112494  229822.530413  299301.144314   \n",
      "163   2.444988   4.634564  202914.112494  230822.530413  300301.144314   \n",
      "\n",
      "              vaFB         vaAMZN      va0700.HK         vaBABA  \n",
      "0      1000.000000    1000.000000    1000.000000    1000.000000  \n",
      "1      2039.948074    2026.570717    2023.577562    2025.348791  \n",
      "2      3019.284817    3004.721238    3003.311418    3020.930788  \n",
      "3      4141.443977    4106.721112    4105.092862    4209.935581  \n",
      "4      5103.845849    4981.077826    5117.143138    5140.642978  \n",
      "..             ...            ...            ...            ...  \n",
      "159  207380.385889  219271.785073  190577.254809  214426.126599  \n",
      "160  193127.072406  237595.480438  185254.324144  208243.474322  \n",
      "161  204093.808419  246941.467496  200856.136526  219263.033834  \n",
      "162  205795.488174  254429.474541  200957.680659  219493.446201  \n",
      "163  206795.488174  255429.474541  206171.468194  220493.446201  \n",
      "\n",
      "[164 rows x 31 columns]\n"
     ]
    }
   ],
   "source": [
    "# value accumulated\n",
    "\n",
    "gspc_va, goog_va, aapl_va, fb_va, amzn_va, hk700_va, baba_va = [], [], [], [], [], [], []\n",
    "for symbol in gafata:\n",
    "    value_accumulated = []\n",
    "    for i in range(0, number_of_rows):\n",
    "        holding = 0\n",
    "        for j in range(0, i+1):\n",
    "            holding += series.at[j, f'wb{symbol}']\n",
    "        value_accumulated.append(holding * series.at[i, f'{symbol}'] )\n",
    "    series[f'va{symbol}'] = value_accumulated    \n",
    "print(series)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           Date        ^GSPC         GOOG        AAPL          FB  \\\n",
      "0    2017-01-01  2276.979980   806.150024  112.368469  123.410004   \n",
      "1    2017-01-08  2274.639893   807.880005  113.445343  128.339996   \n",
      "2    2017-01-15  2271.310059   805.020020  114.360237  127.040001   \n",
      "3    2017-01-22  2294.689941   823.309998  116.218582  132.179993   \n",
      "4    2017-01-29  2297.419922   801.489990  123.013496  130.979996   \n",
      "..          ...          ...          ...         ...         ...   \n",
      "159  2020-01-19  3295.469971  1466.709961  317.556335  217.940002   \n",
      "160  2020-01-26  3225.520020  1434.229980  308.777191  201.910004   \n",
      "161  2020-02-02  3327.709961  1479.229980  319.272278  212.330002   \n",
      "162  2020-02-09  3352.090088  1508.680054  321.549988  213.059998   \n",
      "163  2020-02-10  3352.090088  1508.680054  321.549988  213.059998   \n",
      "\n",
      "            AMZN     0700.HK        BABA    c^GSPC     cGOOG  ...  wb0700.HK  \\\n",
      "0     795.989990  193.701157   93.889999  0.000000  0.000000  ...   5.162592   \n",
      "1     817.140015  198.268158   96.269997 -0.001028  0.002146  ...   5.043674   \n",
      "2     808.330017  196.282501   96.059998 -0.002490 -0.001402  ...   5.094698   \n",
      "3     835.770020  202.934464  102.070000  0.007778  0.021286  ...   4.927699   \n",
      "4     810.200012  203.530167  100.389999  0.008977 -0.005781  ...   4.913277   \n",
      "..           ...         ...         ...       ...       ...  ...        ...   \n",
      "159  1861.640015  385.799988  213.750000  0.447299  0.819401  ...   2.592017   \n",
      "160  2008.719971  373.000000  206.589996  0.416578  0.779111  ...   2.680965   \n",
      "161  2079.280029  402.399994  216.529999  0.461458  0.834931  ...   2.485090   \n",
      "162  2133.909912  400.600006  215.770004  0.472165  0.871463  ...   2.496256   \n",
      "163  2133.909912  409.000000  215.770004  0.472165  0.871463  ...   2.444988   \n",
      "\n",
      "        wbBABA        va^GSPC         vaGOOG         vaAAPL           vaFB  \\\n",
      "0    10.650762    1000.000000    1000.000000    1000.000000    1000.000000   \n",
      "1    10.387452    1998.972285    2002.145979    2009.583418    2039.948074   \n",
      "2    10.410161    2996.045999    2995.058160    3025.789952    3019.284817   \n",
      "3     9.797198    4026.885999    4063.105595    4074.958804    4141.443977   \n",
      "4     9.961152    5031.676765    4955.421980    5313.208094    5103.845849   \n",
      "..         ...            ...            ...            ...            ...   \n",
      "159   4.678363  195508.476349  220442.715439  292573.184682  207380.385889   \n",
      "160   4.840505  192358.595312  216561.058261  285484.723405  193127.072406   \n",
      "161   4.618298  199452.841630  224355.817649  296188.118269  204093.808419   \n",
      "162   4.634564  201914.112494  229822.530413  299301.144314  205795.488174   \n",
      "163   4.634564  202914.112494  230822.530413  300301.144314  206795.488174   \n",
      "\n",
      "            vaAMZN      va0700.HK         vaBABA      vaGAFATA  \n",
      "0      1000.000000    1000.000000    1000.000000  6.000000e+03  \n",
      "1      2026.570717    2023.577562    2025.348791  1.212717e+04  \n",
      "2      3004.721238    3003.311418    3020.930788  1.806910e+04  \n",
      "3      4106.721112    4105.092862    4209.935581  2.470126e+04  \n",
      "4      4981.077826    5117.143138    5140.642978  3.061134e+04  \n",
      "..             ...            ...            ...           ...  \n",
      "159  219271.785073  190577.254809  214426.126599  1.344671e+06  \n",
      "160  237595.480438  185254.324144  208243.474322  1.326266e+06  \n",
      "161  246941.467496  200856.136526  219263.033834  1.391698e+06  \n",
      "162  254429.474541  200957.680659  219493.446201  1.409800e+06  \n",
      "163  255429.474541  206171.468194  220493.446201  1.420014e+06  \n",
      "\n",
      "[164 rows x 32 columns]\n"
     ]
    }
   ],
   "source": [
    "# value accumulated for gafata as whole\n",
    "value_accumulated_gafata = []\n",
    "for i in range(0, number_of_rows):\n",
    "    value = 0\n",
    "    for symbol in gafata[1:]:       # excluding ^GPSC\n",
    "        value += series.at[i, f'va{symbol}']\n",
    "    value_accumulated_gafata.append(value)\n",
    "series['vaGAFATA'] = value_accumulated_gafata\n",
    "print(series)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           Date        ^GSPC         GOOG        AAPL          FB  \\\n",
      "0    2017-01-01  2276.979980   806.150024  112.368469  123.410004   \n",
      "1    2017-01-08  2274.639893   807.880005  113.445343  128.339996   \n",
      "2    2017-01-15  2271.310059   805.020020  114.360237  127.040001   \n",
      "3    2017-01-22  2294.689941   823.309998  116.218582  132.179993   \n",
      "4    2017-01-29  2297.419922   801.489990  123.013496  130.979996   \n",
      "..          ...          ...          ...         ...         ...   \n",
      "159  2020-01-19  3295.469971  1466.709961  317.556335  217.940002   \n",
      "160  2020-01-26  3225.520020  1434.229980  308.777191  201.910004   \n",
      "161  2020-02-02  3327.709961  1479.229980  319.272278  212.330002   \n",
      "162  2020-02-09  3352.090088  1508.680054  321.549988  213.059998   \n",
      "163  2020-02-10  3352.090088  1508.680054  321.549988  213.059998   \n",
      "\n",
      "            AMZN     0700.HK        BABA    c^GSPC     cGOOG  ...  \\\n",
      "0     795.989990  193.701157   93.889999  0.000000  0.000000  ...   \n",
      "1     817.140015  198.268158   96.269997 -0.001028  0.002146  ...   \n",
      "2     808.330017  196.282501   96.059998 -0.002490 -0.001402  ...   \n",
      "3     835.770020  202.934464  102.070000  0.007778  0.021286  ...   \n",
      "4     810.200012  203.530167  100.389999  0.008977 -0.005781  ...   \n",
      "..           ...         ...         ...       ...       ...  ...   \n",
      "159  1861.640015  385.799988  213.750000  0.447299  0.819401  ...   \n",
      "160  2008.719971  373.000000  206.589996  0.416578  0.779111  ...   \n",
      "161  2079.280029  402.399994  216.529999  0.461458  0.834931  ...   \n",
      "162  2133.909912  400.600006  215.770004  0.472165  0.871463  ...   \n",
      "163  2133.909912  409.000000  215.770004  0.472165  0.871463  ...   \n",
      "\n",
      "            vaBABA      vaGAFATA  rivc^GSPC  rivcGOOG  rivcAAPL    rivcFB  \\\n",
      "0      1000.000000  6.000000e+03   0.000000  0.000000  0.000000  0.000000   \n",
      "1      2025.348791  1.212717e+04  -0.000514  0.001073  0.004792  0.019974   \n",
      "2      3020.930788  1.806910e+04  -0.001318 -0.001647  0.008597  0.006428   \n",
      "3      4209.935581  2.470126e+04   0.006721  0.015776  0.018740  0.035361   \n",
      "4      5140.642978  3.061134e+04   0.006335 -0.008916  0.062642  0.020769   \n",
      "..             ...           ...        ...       ...       ...       ...   \n",
      "159  214426.126599  1.344671e+06   0.221928  0.377767  0.828582  0.296127   \n",
      "160  208243.474322  1.326266e+06   0.194774  0.345100  0.773197  0.199547   \n",
      "161  219263.033834  1.391698e+06   0.231190  0.384912  0.828322  0.259838   \n",
      "162  219493.446201  1.409800e+06   0.238737  0.409954  0.836203  0.262549   \n",
      "163  220493.446201  1.420014e+06   0.237281  0.407454  0.831105  0.260948   \n",
      "\n",
      "     rivcAMZN   rivc0700.HK  rivcBABA  rivcGAFATA  \n",
      "0    0.000000 -1.110223e-16  0.000000    0.000000  \n",
      "1    0.013285  1.178878e-02  0.012674    0.010598  \n",
      "2    0.001574  1.103806e-03  0.006977    0.003839  \n",
      "3    0.026680  2.627322e-02  0.052484    0.029219  \n",
      "4   -0.003784  2.342863e-02  0.028129    0.020378  \n",
      "..        ...           ...       ...         ...  \n",
      "159  0.370449  1.911078e-01  0.340163    0.400699  \n",
      "160  0.475748  1.506480e-01  0.293438    0.372946  \n",
      "161  0.524330  2.398527e-01  0.353476    0.431788  \n",
      "162  0.560917  2.328692e-01  0.346586    0.441513  \n",
      "163  0.557497  2.571431e-01  0.344472    0.443103  \n",
      "\n",
      "[164 rows x 40 columns]\n"
     ]
    }
   ],
   "source": [
    "# regularlin investing on each stock, profit rate of total invested. \n",
    "\n",
    "gspc_rivc, goog_rivc, aapl_rivc, fb_rivc, amzn_rivc, hk700_rivc, baba_rivc, gafata_rivc = [], [], [], [], [], [], [], []\n",
    "for i in range(0, number_of_rows):\n",
    "    gspc_rivc.append(float(series.at[i, \"va^GSPC\"])/ float(series.at[i, \"Total Invested\"]) - 1)\n",
    "    goog_rivc.append(float(series.at[i, \"vaGOOG\"]) / float(series.at[i, \"Total Invested\"]) - 1)\n",
    "    aapl_rivc.append(float(series.at[i, \"vaAAPL\"]) / float(series.at[i, \"Total Invested\"]) - 1)\n",
    "    fb_rivc.append(float(series.at[i, \"vaFB\"]) / float(series.at[i, \"Total Invested\"]) - 1)\n",
    "    amzn_rivc.append(float(series.at[i, \"vaAMZN\"]) / float(series.at[i, \"Total Invested\"]) - 1)\n",
    "    hk700_rivc.append(float(series.at[i, \"va0700.HK\"]) / float(series.at[i, \"Total Invested\"]) - 1)\n",
    "    baba_rivc.append(float(series.at[i, \"vaBABA\"]) / float(series.at[i, \"Total Invested\"]) - 1)\n",
    "    gafata_rivc.append(float(series.at[i, \"vaGAFATA\"]) / (float(series.at[i, \"Total Invested\"]) * 6) - 1)\n",
    "\n",
    "series['rivc^GSPC'], series['rivcGOOG'], series['rivcAAPL'], series['rivcFB'], series['rivcAMZN'], \\\n",
    "    series['rivc0700.HK'], series['rivcBABA'], series['rivcGAFATA'] = \\\n",
    "    gspc_rivc, goog_rivc, aapl_rivc, fb_rivc, amzn_rivc, hk700_rivc, baba_rivc, gafata_rivc\n",
    "print(series)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# draw the figure\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FuncFormatter\n",
    "\n",
    "ax = plt.gca()\n",
    "ax.yaxis.set_major_formatter(FuncFormatter(lambda y, _: '{:.0%}'.format(y))) \n",
    "series.plot(kind='line', linestyle='dotted', x='Date', y='base', ax=ax, figsize = (20,10), color=\"gray\")\n",
    "lines = ['cGOOG', 'cAMZN', 'cFB', 'cAAPL', 'c0700.HK', 'cBABA', 'rivcGAFATA']\n",
    "for line in lines:\n",
    "    series.plot(kind='line', linestyle='solid', x='Date', y=line, ax=ax, figsize = (20,10))\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
